{"product_id":"reinforcement-learning-with-tensorflow-sayon-dutta-9781788835725","title":"Reinforcement Learning with TensorFlow: A beginner's guide to designing self-learning systems with TensorFlow and OpenAI Gym","description":"\u003cp\u003e\u003cstrong\u003eLeverage the power of reinforcement learning techniques to develop self-learning systems using TensorFlow\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore reinforcement learning concepts and their implementation using TensorFlow\u003c\/li\u003e\n\u003cli\u003eDiscover different problem-solving methods for reinforcement learning\u003c\/li\u003e\n\u003cli\u003eApply reinforcement learning to autonomous driving cars, robobrokers, and more\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eReinforcement learning (RL) allows you to develop smart, quick and self-learning systems in your business surroundings. It's an effective method for training learning agents and solving a variety of problems in Artificial Intelligence - from games, self-driving cars and robots, to enterprise applications such as data center energy saving (cooling data centers) and smart warehousing solutions.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThe book covers major advancements and successes achieved in deep reinforcement learning by synergizing deep neural network architectures with reinforcement learning. You'll also be introduced to the concept of reinforcement learning, its advantages and the reasons why it's gaining so much popularity. You'll explore MDPs, Monte Carlo tree searches, dynamic programming such as policy and value iteration, and temporal difference learning such as Q-learning and SARSA. You will use TensorFlow and OpenAI Gym to build simple neural network models that learn from their own actions. You will also see how reinforcement learning algorithms play a role in games, image processing and NLP.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBy the end of this book, you will have gained a firm understanding of what reinforcement learning is and understand how to put your knowledge to practical use by leveraging the power of TensorFlow and OpenAI Gym.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eImplement state-of-the-art reinforcement learning algorithms from the basics\u003c\/li\u003e\n\u003cli\u003eDiscover various reinforcement learning techniques such as MDP, Q Learning, and more\u003c\/li\u003e\n\u003cli\u003eExplore the applications of reinforcement learning in advertisement, image processing, and NLP\u003c\/li\u003e\n\u003cli\u003eTeach a reinforcement learning model to play a game using TensorFlow and OpenAI Gym\u003c\/li\u003e\n\u003cli\u003eUnderstand how reinforcement learning applications are used in robotics\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eIf you want to get started with reinforcement learning using TensorFlow in the most practical way, this book will be a useful resource. The book assumes prior knowledge of machine learning and neural network programming concepts, as well as some understanding of the TensorFlow framework. No previous experience of reinforcement learning is required.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sayon Dutta\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1788835727\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781788835725\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Packt Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/24\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 334\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.27lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.70d","brand":"Sayon Dutta","offers":[{"title":"Paperback","offer_id":48153838190847,"sku":"9781788835725","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_9fecac94-42e4-4db1-baf1-b513b0d7c23b.jpg?v=1770786170","url":"https:\/\/www.whiterainbookhouse.com\/products\/reinforcement-learning-with-tensorflow-sayon-dutta-9781788835725","provider":"WR Book House","version":"1.0","type":"link"}